Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "59" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 84 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 82 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459901 | digital_ok | 100.00% | 100.00% | 62.63% | 0.00% | - | - | 12.576501 | 12.484849 | 8.643549 | 9.249078 | 6.934284 | 6.605996 | 1.096646 | 1.589205 | 0.0508 | 0.2184 | 0.1326 | nan | nan |
| 2459900 | digital_ok | 100.00% | 100.00% | 72.44% | 0.00% | - | - | 11.586720 | 13.174004 | 9.609759 | 10.278505 | 8.763594 | 6.933603 | 0.338105 | 0.919943 | 0.0458 | 0.1983 | 0.1255 | nan | nan |
| 2459898 | digital_ok | 100.00% | 100.00% | 61.31% | 0.00% | - | - | 10.160451 | 10.813222 | 9.052489 | 9.754608 | 8.295059 | 8.620250 | 4.203544 | 2.940755 | 0.0441 | 0.2140 | 0.1464 | nan | nan |
| 2459897 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 9.871833 | 10.190072 | 8.616481 | 9.466448 | 9.324033 | 9.293106 | 0.743175 | 1.366143 | 0.0307 | 0.0505 | 0.0143 | nan | nan |
| 2459896 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 10.336633 | 10.735214 | 9.388452 | 10.044898 | 9.833744 | 9.912524 | 0.661277 | 1.023853 | 0.0294 | 0.0484 | 0.0136 | nan | nan |
| 2459895 | digital_ok | 100.00% | 100.00% | 29.30% | 0.00% | - | - | 12.745451 | 12.503371 | 11.585061 | 11.979873 | 10.074397 | 9.717152 | 6.035814 | 3.855911 | 0.0479 | 0.3197 | 0.1806 | nan | nan |
| 2459894 | digital_ok | 100.00% | 100.00% | 64.00% | 0.00% | - | - | 11.901011 | 12.620430 | 8.345332 | 9.116233 | 9.780014 | 9.870649 | 3.613833 | 3.951203 | 0.0433 | 0.2203 | 0.1248 | nan | nan |
| 2459893 | digital_ok | 100.00% | 100.00% | 64.43% | 0.00% | - | - | 11.985611 | 12.592241 | 8.383359 | 9.145455 | 8.119300 | 8.573232 | 1.313188 | 1.794795 | 0.0470 | 0.2167 | 0.1377 | nan | nan |
| 2459892 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.495957 | 3.752697 | -0.918825 | 1.078997 | 1.426285 | 0.215248 | 26.601245 | 14.403590 | 0.6838 | 0.6910 | 0.3681 | nan | nan |
| 2459891 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.676215 | 3.452067 | -0.958824 | 1.030391 | 0.061053 | 0.745218 | 2.462111 | 4.652311 | 0.6809 | 0.6830 | 0.3738 | nan | nan |
| 2459890 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 12.172174 | 3.513186 | -1.633992 | 0.131879 | 4.577784 | 1.215567 | 49.312259 | 30.453864 | 0.6512 | 0.6800 | 0.3688 | nan | nan |
| 2459889 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.909399 | 5.538661 | -1.700649 | 0.170169 | 8.764738 | 0.945584 | 15.085967 | 11.409717 | 0.6770 | 0.6822 | 0.3651 | nan | nan |
| 2459888 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 6.214065 | 4.560431 | -0.839032 | 1.081332 | 8.778304 | 0.713599 | 12.457213 | 12.945061 | 0.6871 | 0.7004 | 0.3599 | nan | nan |
| 2459887 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.165427 | 5.504470 | -0.696093 | 0.934210 | 4.083241 | 1.133015 | 39.911209 | 32.256004 | 0.6864 | 0.6810 | 0.3683 | nan | nan |
| 2459886 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.148841 | 4.957675 | -0.628676 | 1.162741 | 0.023111 | 0.413242 | 1.673670 | 2.862190 | 0.7662 | 0.7491 | 0.3156 | nan | nan |
| 2459885 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 18.673605 | 5.687216 | 2.192555 | 3.243127 | 11.773032 | 2.101266 | 68.252611 | 13.089247 | 0.7031 | 0.7244 | 0.3350 | nan | nan |
| 2459884 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 11.772312 | 4.206682 | -0.859407 | 0.895680 | 5.388664 | -0.193632 | 123.989544 | 20.782454 | 0.6508 | 0.6768 | 0.3774 | nan | nan |
| 2459883 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 22.920572 | 6.681369 | 5.081067 | 0.125683 | 4.372985 | 0.698494 | 315.948331 | 67.889835 | 0.6431 | 0.6880 | 0.3633 | nan | nan |
| 2459882 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 50.104761 | 8.776363 | 4.122672 | 3.381076 | 4.224181 | 1.580711 | 40.671375 | 39.920529 | 0.6297 | 0.6886 | 0.3580 | nan | nan |
| 2459881 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 28.215852 | 5.599788 | 6.355971 | 0.119909 | 8.972738 | 0.405466 | 54.681722 | 17.003207 | 0.6672 | 0.7324 | 0.3138 | nan | nan |
| 2459880 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 16.981138 | 8.616047 | 4.543848 | 0.287735 | 7.111432 | 0.858117 | 140.727773 | 51.032544 | 0.6545 | 0.6817 | 0.3753 | nan | nan |
| 2459879 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.864308 | 2.741699 | -0.528269 | 1.037192 | 0.774668 | 0.868232 | 15.767572 | 4.780868 | 0.6671 | 0.6791 | 0.3958 | nan | nan |
| 2459878 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 33.685584 | 7.193185 | 6.687899 | 0.371347 | 4.375752 | 1.420067 | 30.930360 | 64.322973 | 0.5992 | 0.6845 | 0.3873 | nan | nan |
| 2459876 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 12.630463 | 5.848312 | 1.427183 | 4.429150 | 24.240071 | 1.336716 | 52.789766 | 8.911840 | 0.6777 | 0.6826 | 0.3777 | nan | nan |
| 2459875 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 12.679298 | 7.873988 | 1.978849 | 4.176568 | 8.427066 | 1.290052 | 103.667667 | 24.933401 | 0.6877 | 0.7029 | 0.3832 | nan | nan |
| 2459874 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 31.508687 | 9.515269 | 1.121121 | 1.957468 | 11.106455 | 1.521864 | 70.754013 | 11.295571 | 0.6576 | 0.6766 | 0.3758 | nan | nan |
| 2459873 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 44.184611 | 5.865128 | 4.340407 | -0.264776 | 2.893506 | 0.902472 | 5.033104 | 14.678896 | 0.6265 | 0.6756 | 0.3564 | nan | nan |
| 2459872 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 22.222934 | 12.594723 | 5.966079 | 0.790190 | 6.588111 | 6.326885 | 3.849571 | 7.493918 | 0.6589 | 0.6660 | 0.3670 | nan | nan |
| 2459871 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 14.878328 | 15.728108 | 5.891466 | 1.792797 | 8.165827 | 7.799371 | 12.211704 | 34.020454 | 0.6691 | 0.6450 | 0.3570 | nan | nan |
| 2459870 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 31.278519 | 21.743216 | 4.527714 | 0.926888 | 3.721819 | 0.967526 | 2.844132 | 6.826344 | 0.6692 | 0.6627 | 0.3467 | nan | nan |
| 2459869 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.707640 | 19.783236 | 1.122080 | 3.766662 | 4.933800 | 2.503379 | 10.224295 | 9.139321 | 0.7115 | 0.6803 | 0.3557 | nan | nan |
| 2459868 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 40.582475 | 7.807995 | 6.103741 | -0.114460 | 4.488019 | 3.739598 | 15.919398 | 28.000630 | 0.6345 | 0.6783 | 0.3735 | nan | nan |
| 2459867 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 33.553926 | 5.385534 | 5.355625 | -0.300764 | 2.976811 | 0.164865 | 0.782694 | 1.197260 | 0.6319 | 0.6814 | 0.3662 | nan | nan |
| 2459866 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 29.996868 | 9.280233 | 4.541576 | 0.431847 | 6.393251 | 3.864548 | 9.585122 | 26.936328 | 0.6574 | 0.6753 | 0.3641 | nan | nan |
| 2459865 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.807123 | 5.688323 | 1.976418 | 7.185232 | 4.132449 | 0.720188 | 25.722339 | 5.814846 | 0.7302 | 0.7106 | 0.3447 | nan | nan |
| 2459864 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 50.450052 | 6.842178 | 2.077257 | -1.089873 | 3.677281 | 0.449751 | 5.471731 | 12.050349 | 0.6343 | 0.6813 | 0.3855 | nan | nan |
| 2459863 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 24.406391 | 5.381905 | -0.810319 | 0.508891 | 5.804978 | 3.713988 | 19.278061 | 18.066216 | 0.6490 | 0.6660 | 0.3764 | nan | nan |
| 2459862 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.631815 | 10.328683 | 0.676779 | 0.657894 | 4.714494 | 3.801800 | 21.662981 | 14.692303 | 0.6836 | 0.6915 | 0.3902 | nan | nan |
| 2459861 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 25.855451 | 1.532222 | -0.720041 | 0.810004 | 0.120019 | 1.529031 | 2.064155 | 3.220936 | 0.6349 | 0.6900 | 0.3906 | nan | nan |
| 2459860 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 21.904884 | 2.282970 | 1.054804 | 0.774635 | 7.286083 | 0.971598 | 3.163818 | 2.950127 | 0.6686 | 0.6839 | 0.3832 | nan | nan |
| 2459859 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 20.057258 | 1.844305 | -0.742431 | 1.024146 | -0.010641 | 1.563357 | 5.703602 | 7.834898 | 0.6635 | 0.6850 | 0.3827 | nan | nan |
| 2459858 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 27.201683 | 1.551202 | -0.791642 | 0.865188 | 0.291481 | 2.403911 | 3.708576 | 5.056602 | 0.6547 | 0.6945 | 0.3951 | 2.483735 | 2.420656 |
| 2459857 | digital_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 2.431043 | -0.630875 | -1.325867 | -0.642617 | 1.134683 | 0.733186 | -0.612285 | 1.017405 | 0.0288 | 0.0266 | 0.0013 | nan | nan |
| 2459856 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 36.872522 | 4.123114 | 1.390223 | 1.187818 | 2.715057 | 0.874903 | 4.353870 | 6.058571 | 0.6456 | 0.7049 | 0.3876 | 2.617801 | 2.510649 |
| 2459855 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 36.769955 | 5.263141 | 1.362815 | 0.624491 | 1.049044 | 1.398526 | 2.532185 | 3.828587 | 0.6363 | 0.7165 | 0.4213 | 2.664733 | 2.585901 |
| 2459854 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 43.721341 | 4.703118 | 1.820185 | 0.095387 | 0.915799 | 0.913826 | 1.051646 | 1.714877 | 0.6480 | 0.7450 | 0.4263 | 2.443960 | 2.630338 |
| 2459853 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 30.645108 | 3.140462 | 2.434389 | 0.250182 | 2.991383 | 0.566680 | 4.194870 | 5.984501 | 0.6741 | 0.6953 | 0.3995 | 2.703891 | 2.743787 |
| 2459852 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 19.368184 | 3.246582 | 2.186928 | 0.127206 | 5.347286 | 0.468716 | 5.050586 | 0.591528 | 0.7842 | 0.8461 | 0.2432 | 5.201215 | 4.633717 |
| 2459851 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 21.408526 | 1.992630 | 2.651270 | 0.392886 | 7.762365 | 1.898464 | 5.350345 | 3.116609 | 0.7071 | 0.7542 | 0.3358 | 2.799971 | 2.907872 |
| 2459850 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.038955 | 3.197912 | 2.226979 | 0.241278 | 3.710470 | 0.146991 | 2.885598 | 2.037742 | 0.0457 | 0.0488 | 0.0014 | 1.182413 | 1.178893 |
| 2459849 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 38.165788 | 3.916434 | 5.994384 | 1.500904 | 3.409707 | 1.421007 | 6.934457 | 9.013549 | 0.0469 | 0.0544 | 0.0014 | 1.173547 | 1.169185 |
| 2459848 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.505006 | 3.267827 | 1.917040 | 2.352809 | 3.438660 | -0.004557 | 4.790111 | 4.921548 | 0.0508 | 0.0543 | 0.0018 | 1.201411 | 1.201962 |
| 2459847 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 34.772840 | 3.457578 | 2.228304 | 1.715500 | 4.486032 | 1.567689 | 5.637892 | 4.807589 | 0.0408 | 0.0492 | 0.0015 | 1.159278 | 1.157740 |
| 2459846 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 27.210792 | 3.531416 | 1.010270 | 1.399444 | 4.948944 | 2.089112 | 4.175592 | 3.060530 | 0.0527 | 0.0555 | 0.0026 | 1.169073 | 1.178312 |
| 2459845 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 23.526629 | 5.538594 | 2.335410 | 2.737583 | 3.733709 | 1.254090 | 22.658554 | 10.241235 | 0.7171 | 0.7530 | 0.3493 | 4.915205 | 5.549201 |
| 2459844 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 4.262356 | 1.219994 | 6.765837 | 1.487968 | 1.107066 | 1.292099 | -0.687745 | 0.549580 | 0.0288 | 0.0259 | 0.0021 | nan | nan |
| 2459843 | digital_maintenance | 100.00% | 0.66% | 0.66% | 0.00% | 100.00% | 0.00% | 1.270081 | 19.158184 | 10.781159 | -0.029407 | 3.770363 | 1.333786 | 4.581501 | 24.254117 | 0.7635 | 0.7336 | 0.3715 | 4.834336 | 3.320700 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | ee Shape | 12.576501 | 12.576501 | 12.484849 | 8.643549 | 9.249078 | 6.934284 | 6.605996 | 1.096646 | 1.589205 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | nn Shape | 13.174004 | 11.586720 | 13.174004 | 9.609759 | 10.278505 | 8.763594 | 6.933603 | 0.338105 | 0.919943 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | nn Shape | 10.813222 | 10.813222 | 10.160451 | 9.754608 | 9.052489 | 8.620250 | 8.295059 | 2.940755 | 4.203544 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | nn Shape | 10.190072 | 10.190072 | 9.871833 | 9.466448 | 8.616481 | 9.293106 | 9.324033 | 1.366143 | 0.743175 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | nn Shape | 10.735214 | 10.735214 | 10.336633 | 10.044898 | 9.388452 | 9.912524 | 9.833744 | 1.023853 | 0.661277 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | ee Shape | 12.745451 | 12.745451 | 12.503371 | 11.585061 | 11.979873 | 10.074397 | 9.717152 | 6.035814 | 3.855911 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | nn Shape | 12.620430 | 12.620430 | 11.901011 | 9.116233 | 8.345332 | 9.870649 | 9.780014 | 3.951203 | 3.613833 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | nn Shape | 12.592241 | 11.985611 | 12.592241 | 8.383359 | 9.145455 | 8.119300 | 8.573232 | 1.313188 | 1.794795 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | ee Temporal Discontinuties | 26.601245 | 3.752697 | 1.495957 | 1.078997 | -0.918825 | 0.215248 | 1.426285 | 14.403590 | 26.601245 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | nn Temporal Discontinuties | 4.652311 | 0.676215 | 3.452067 | -0.958824 | 1.030391 | 0.061053 | 0.745218 | 2.462111 | 4.652311 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | ee Temporal Discontinuties | 49.312259 | 3.513186 | 12.172174 | 0.131879 | -1.633992 | 1.215567 | 4.577784 | 30.453864 | 49.312259 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | ee Temporal Discontinuties | 15.085967 | 5.909399 | 5.538661 | -1.700649 | 0.170169 | 8.764738 | 0.945584 | 15.085967 | 11.409717 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | nn Temporal Discontinuties | 12.945061 | 4.560431 | 6.214065 | 1.081332 | -0.839032 | 0.713599 | 8.778304 | 12.945061 | 12.457213 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | ee Temporal Discontinuties | 39.911209 | 5.504470 | 2.165427 | 0.934210 | -0.696093 | 1.133015 | 4.083241 | 32.256004 | 39.911209 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | nn Shape | 4.957675 | 1.148841 | 4.957675 | -0.628676 | 1.162741 | 0.023111 | 0.413242 | 1.673670 | 2.862190 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | ee Temporal Discontinuties | 68.252611 | 5.687216 | 18.673605 | 3.243127 | 2.192555 | 2.101266 | 11.773032 | 13.089247 | 68.252611 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | ee Temporal Discontinuties | 123.989544 | 4.206682 | 11.772312 | 0.895680 | -0.859407 | -0.193632 | 5.388664 | 20.782454 | 123.989544 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | ee Temporal Discontinuties | 315.948331 | 6.681369 | 22.920572 | 0.125683 | 5.081067 | 0.698494 | 4.372985 | 67.889835 | 315.948331 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | ee Shape | 50.104761 | 8.776363 | 50.104761 | 3.381076 | 4.122672 | 1.580711 | 4.224181 | 39.920529 | 40.671375 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | ee Temporal Discontinuties | 54.681722 | 5.599788 | 28.215852 | 0.119909 | 6.355971 | 0.405466 | 8.972738 | 17.003207 | 54.681722 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | ee Temporal Discontinuties | 140.727773 | 8.616047 | 16.981138 | 0.287735 | 4.543848 | 0.858117 | 7.111432 | 51.032544 | 140.727773 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | ee Temporal Discontinuties | 15.767572 | 2.741699 | 1.864308 | 1.037192 | -0.528269 | 0.868232 | 0.774668 | 4.780868 | 15.767572 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | nn Temporal Discontinuties | 64.322973 | 7.193185 | 33.685584 | 0.371347 | 6.687899 | 1.420067 | 4.375752 | 64.322973 | 30.930360 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | ee Temporal Discontinuties | 52.789766 | 12.630463 | 5.848312 | 1.427183 | 4.429150 | 24.240071 | 1.336716 | 52.789766 | 8.911840 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_ok | ee Temporal Discontinuties | 103.667667 | 12.679298 | 7.873988 | 1.978849 | 4.176568 | 8.427066 | 1.290052 | 103.667667 | 24.933401 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Temporal Discontinuties | 70.754013 | 31.508687 | 9.515269 | 1.121121 | 1.957468 | 11.106455 | 1.521864 | 70.754013 | 11.295571 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 44.184611 | 44.184611 | 5.865128 | 4.340407 | -0.264776 | 2.893506 | 0.902472 | 5.033104 | 14.678896 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 22.222934 | 12.594723 | 22.222934 | 0.790190 | 5.966079 | 6.326885 | 6.588111 | 7.493918 | 3.849571 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | nn Temporal Discontinuties | 34.020454 | 15.728108 | 14.878328 | 1.792797 | 5.891466 | 7.799371 | 8.165827 | 34.020454 | 12.211704 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 31.278519 | 31.278519 | 21.743216 | 4.527714 | 0.926888 | 3.721819 | 0.967526 | 2.844132 | 6.826344 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | nn Shape | 19.783236 | 5.707640 | 19.783236 | 1.122080 | 3.766662 | 4.933800 | 2.503379 | 10.224295 | 9.139321 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 40.582475 | 40.582475 | 7.807995 | 6.103741 | -0.114460 | 4.488019 | 3.739598 | 15.919398 | 28.000630 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 33.553926 | 33.553926 | 5.385534 | 5.355625 | -0.300764 | 2.976811 | 0.164865 | 0.782694 | 1.197260 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 29.996868 | 9.280233 | 29.996868 | 0.431847 | 4.541576 | 3.864548 | 6.393251 | 26.936328 | 9.585122 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Temporal Discontinuties | 25.722339 | 2.807123 | 5.688323 | 1.976418 | 7.185232 | 4.132449 | 0.720188 | 25.722339 | 5.814846 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 50.450052 | 6.842178 | 50.450052 | -1.089873 | 2.077257 | 0.449751 | 3.677281 | 12.050349 | 5.471731 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 24.406391 | 24.406391 | 5.381905 | -0.810319 | 0.508891 | 5.804978 | 3.713988 | 19.278061 | 18.066216 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Temporal Discontinuties | 21.662981 | 2.631815 | 10.328683 | 0.676779 | 0.657894 | 4.714494 | 3.801800 | 21.662981 | 14.692303 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 25.855451 | 1.532222 | 25.855451 | 0.810004 | -0.720041 | 1.529031 | 0.120019 | 3.220936 | 2.064155 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 21.904884 | 21.904884 | 2.282970 | 1.054804 | 0.774635 | 7.286083 | 0.971598 | 3.163818 | 2.950127 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 20.057258 | 20.057258 | 1.844305 | -0.742431 | 1.024146 | -0.010641 | 1.563357 | 5.703602 | 7.834898 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 27.201683 | 1.551202 | 27.201683 | 0.865188 | -0.791642 | 2.403911 | 0.291481 | 5.056602 | 3.708576 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 2.431043 | -0.630875 | 2.431043 | -0.642617 | -1.325867 | 0.733186 | 1.134683 | 1.017405 | -0.612285 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 36.872522 | 36.872522 | 4.123114 | 1.390223 | 1.187818 | 2.715057 | 0.874903 | 4.353870 | 6.058571 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 36.769955 | 5.263141 | 36.769955 | 0.624491 | 1.362815 | 1.398526 | 1.049044 | 3.828587 | 2.532185 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 43.721341 | 4.703118 | 43.721341 | 0.095387 | 1.820185 | 0.913826 | 0.915799 | 1.714877 | 1.051646 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 30.645108 | 3.140462 | 30.645108 | 0.250182 | 2.434389 | 0.566680 | 2.991383 | 5.984501 | 4.194870 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 19.368184 | 19.368184 | 3.246582 | 2.186928 | 0.127206 | 5.347286 | 0.468716 | 5.050586 | 0.591528 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 21.408526 | 21.408526 | 1.992630 | 2.651270 | 0.392886 | 7.762365 | 1.898464 | 5.350345 | 3.116609 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 26.038955 | 26.038955 | 3.197912 | 2.226979 | 0.241278 | 3.710470 | 0.146991 | 2.885598 | 2.037742 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 38.165788 | 38.165788 | 3.916434 | 5.994384 | 1.500904 | 3.409707 | 1.421007 | 6.934457 | 9.013549 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 24.505006 | 3.267827 | 24.505006 | 2.352809 | 1.917040 | -0.004557 | 3.438660 | 4.921548 | 4.790111 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 34.772840 | 3.457578 | 34.772840 | 1.715500 | 2.228304 | 1.567689 | 4.486032 | 4.807589 | 5.637892 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 27.210792 | 27.210792 | 3.531416 | 1.010270 | 1.399444 | 4.948944 | 2.089112 | 4.175592 | 3.060530 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Shape | 23.526629 | 5.538594 | 23.526629 | 2.737583 | 2.335410 | 1.254090 | 3.733709 | 10.241235 | 22.658554 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | ee Power | 6.765837 | 4.262356 | 1.219994 | 6.765837 | 1.487968 | 1.107066 | 1.292099 | -0.687745 | 0.549580 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | N05 | digital_maintenance | nn Temporal Discontinuties | 24.254117 | 19.158184 | 1.270081 | -0.029407 | 10.781159 | 1.333786 | 3.770363 | 24.254117 | 4.581501 |